We tackled the problem of identification as a sequencing labeling task leading to the choice of Linear Conditional Random Fields (CRF) [1]}. We trained the system using both human-annotated data (TimeBank and AQUAINT corpora) and silver data (TE3Silver corpus) provided by the organizers of the challenge in order to investigate the importance of the silver data.
